Opportunities for neuromorphic computing algorithms and applications CD Schuman, SR Kulkarni, M Parsa, JP Mitchell, B Kay Nature Computational Science 2 (1), 10-19, 2022 | 434 | 2022 |
Spiking neural networks for handwritten digit recognition—Supervised learning and network optimization SR Kulkarni, B Rajendran Neural Networks 103, 118-127, 2018 | 172 | 2018 |
Building brain-inspired computing systems: Examining the role of nanoscale devices SR Nandakumar, SR Kulkarni, AV Babu, B Rajendran IEEE Nanotechnology Magazine 12 (3), 19-35, 2018 | 42 | 2018 |
A review of non-cognitive applications for neuromorphic computing J Aimone, P Date, G Fonseca-Guerra, K Hamilton, K Henke, B Kay, ... Neuromorphic Computing and Engineering, 2022 | 30 | 2022 |
Benchmarking the performance of neuromorphic and spiking neural network simulators SR Kulkarni, M Parsa, JP Mitchell, CD Schuman Neurocomputing 447, 145-160, 2021 | 23 | 2021 |
Neuromorphic hardware accelerator for snn inference based on stt-ram crossbar arrays SR Kulkarni, DV Kadetotad, S Yin, JS Seo, B Rajendran 2019 26th IEEE International Conference on Electronics, Circuits and Systems …, 2019 | 19 | 2019 |
Neuromorphic computing for autonomous racing R Patton, C Schuman, S Kulkarni, M Parsa, JP Mitchell, NQ Haas, C Stahl, ... International Conference on Neuromorphic Systems 2021, 1-5, 2021 | 18 | 2021 |
Spiking neural networks—Algorithms, hardware implementations and applications SR Kulkarni, AV Babu, B Rajendran 2017 IEEE 60th International Midwest Symposium on Circuits and Systems …, 2017 | 16 | 2017 |
Evolutionary vs imitation learning for neuromorphic control at the edge C Schuman, R Patton, S Kulkarni, M Parsa, C Stahl, NQ Haas, JP Mitchell, ... Neuromorphic Computing and Engineering 2 (1), 014002, 2022 | 14 | 2022 |
Semi-Supervised Graph Structure Learning on Neuromorphic Computers G Cong, SH Lim, S Kulkarni, P Date, T Potok, S Snyder, M Parsa, ... Proceedings of the International Conference on Neuromorphic Systems 2022, 1-4, 2022 | 10 | 2022 |
Learning and real-time classification of hand-written digits with spiking neural networks SR Kulkarni, JM Alexiades, B Rajendran 2017 24th IEEE International Conference on Electronics, Circuits and Systems …, 2017 | 10 | 2017 |
A Software Framework for Comparing Training Approaches for Spiking Neuromorphic Systems CD Schuman, JS Plank, M Parsa, SR Kulkarni, N Skuda, JP Mitchell 2021 International Joint Conference on Neural Networks (IJCNN), 1-10, 2021 | 9 | 2021 |
An on-chip learning accelerator for spiking neural networks using STT-RAM crossbar arrays SR Kulkarni, S Yin, J Seo, B Rajendran 2020 Design, Automation & Test in Europe Conference & Exhibition (DATE …, 2020 | 7 | 2020 |
Multi-Objective Hyperparameter Optimization for Spiking Neural Network Neuroevolution M Parsa, SR Kulkarni, M Coletti, J Bassett, JP Mitchell, CD Schuman 2021 IEEE Congress on Evolutionary Computation (CEC), 1225-1232, 2021 | 6 | 2021 |
Avoiding Excess Computation in Asynchronous Evolutionary Algorithms EO Scott, M Coletti, CD Schuman, B Kay, SR Kulkarni, M Parsa, ... UK Workshop on Computational Intelligence, 71-82, 2021 | 5 | 2021 |
Scalable digital CMOS architecture for spike based supervised learning SR Kulkarni, B Rajendran International Conference on Engineering Applications of Neural Networks, 149-158, 2015 | 5 | 2015 |
Intelligent Prediction of States in Multi-port Autonomous Reconfigurable Solar power plant (MARS) S Debnath, S Kulkarni, C Schuman 2021 IEEE Energy Conversion Congress and Exposition (ECCE), 1339-1346, 2021 | 4 | 2021 |
Training Spiking Neural Networks with Synaptic Plasticity under Integer Representation S Kulkarni, M Parsa, JP Mitchell, C Schuman International Conference on Neuromorphic Systems 2021, 1-7, 2021 | 4 | 2021 |
Evolving Ensembles of Spiking Neural Networks for Neuromorphic Systems D Elbrecht, SR Kulkarni, M Parsa, JP Mitchell, CD Schuman 2020 IEEE Symposium Series on Computational Intelligence (SSCI), 1989-1994, 2020 | 4 | 2020 |
Well-posed Verilog-A compact model for phase change memory SR Kulkarni, DV Kadetotad, J Seo, B Rajendran 2018 International Conference on Simulation of Semiconductor Processes and …, 2018 | 4 | 2018 |